Prepare Data for SVD Analysis¶

Creating folder svd_plots/columns-tempC-months-11_12_1_2
Creating svd file for columns-tempC-months-11_12_1_2

SVD¶

Loading svd file for columns-tempC-months-11_12_1_2

Precision of SVD Resconstrucion¶

Full Reconstruction & Lower Rank Reconstruction¶

Diff: 1.7170415483460063e-14
Diff reconstruction: 0.26469466692042387

Average SVD Error¶

Dates to Concept - SVD_U¶

Towns to Concept - SVD_V¶

Singular Vector - SVD_S¶

'4403.428259171285; 1317.1458083507682; 687.3012277028485; 374.21577789497553; 248.11449701802832; 191.58990962630992; 149.7830421513899; 118.21206477793639; 85.12620685213918; 69.38056856521939; 65.96496331085869; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 3.965747360498728e-13; 2.470417002165695e-13'

SVD Maps¶

Ploting map for k = 0
Ploting map for k = 1
Ploting map for k = 2
Ploting map for k = 3
Ploting map for k = 4

Export to HTML¶

[NbConvertApp] Converting notebook svd.ipynb to HTML
Traceback (most recent call last):
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbformat/reader.py", line 18, in parse_json
    nb_dict = json.loads(s, **kwargs)
  File "/usr/lib/python3.9/json/__init__.py", line 346, in loads
    return _default_decoder.decode(s)
  File "/usr/lib/python3.9/json/decoder.py", line 337, in decode
    obj, end = self.raw_decode(s, idx=_w(s, 0).end())
  File "/usr/lib/python3.9/json/decoder.py", line 353, in raw_decode
    obj, end = self.scan_once(s, idx)
json.decoder.JSONDecodeError: Unterminated string starting at: line 108588 column 26 (char 14528210)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/HDD/00-Development/016-Diplomski/venv/bin/jupyter-nbconvert", line 8, in <module>
    sys.exit(main())
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/jupyter_core/application.py", line 269, in launch_instance
    return super().launch_instance(argv=argv, **kwargs)
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/traitlets/config/application.py", line 846, in launch_instance
    app.start()
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/nbconvertapp.py", line 414, in start
    self.convert_notebooks()
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/nbconvertapp.py", line 588, in convert_notebooks
    self.convert_single_notebook(notebook_filename)
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/nbconvertapp.py", line 551, in convert_single_notebook
    output, resources = self.export_single_notebook(
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/nbconvertapp.py", line 479, in export_single_notebook
    output, resources = self.exporter.from_filename(
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/exporters/exporter.py", line 189, in from_filename
    return self.from_file(f, resources=resources, **kw)
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/exporters/exporter.py", line 207, in from_file
    nbformat.read(file_stream, as_version=4), resources=resources, **kw
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbformat/__init__.py", line 170, in read
    return reads(buf, as_version, capture_validation_error, **kwargs)
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbformat/__init__.py", line 88, in reads
    nb = reader.reads(s, **kwargs)
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbformat/reader.py", line 72, in reads
    nb_dict = parse_json(s, **kwargs)
  File "/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbformat/reader.py", line 21, in parse_json
    raise NotJSONError(("Notebook does not appear to be JSON: %r" % s)[:77] + "...") from e
nbformat.reader.NotJSONError: Notebook does not appear to be JSON: '{\n "cells": [\n  {\n   "cell_type": "c...
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-tempC-months-11_12_1_2_svd_files/
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-11_12_1_2_svd_files
[NbConvertApp] Writing 67926 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7124277 bytes to output/columns-tempC-months-11_12_1_2_svd.pdf